The reviewed record of science sign in
Pith
Pith Number

pith:P2NFHDVV

pith:2023:P2NFHDVV6BDK6LSNNEJIOLFR52
not attested not anchored not stored refs pending

marl-jax: Multi-Agent Reinforcement Leaning Framework

Anuj Mahajan, Kinal Mehta, Pawan Kumar

arxiv:2303.13808 v2 · 2023-03-24 · cs.MA · cs.LG

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\usepackage{pith}
\pithnumber{P2NFHDVV6BDK6LSNNEJIOLFR52}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-05T06:34:30.028564Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7e9a538eb5f046af2e4d6912872cb1ee94a6d8a8d912f8e1e836410dc6b6744c

Aliases

arxiv: 2303.13808 · arxiv_version: 2303.13808v2 · doi: 10.48550/arxiv.2303.13808 · pith_short_12: P2NFHDVV6BDK · pith_short_16: P2NFHDVV6BDK6LSN · pith_short_8: P2NFHDVV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/P2NFHDVV6BDK6LSNNEJIOLFR52 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 7e9a538eb5f046af2e4d6912872cb1ee94a6d8a8d912f8e1e836410dc6b6744c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f8972265575f24b5dbf59dda93c897d96f62d5f52ee498915d12399b14e1b38b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-03-24T05:05:01Z",
    "title_canon_sha256": "13c7308f73e771229d7d060c38976751e8b80abf151d4e206e243adedf07bfc9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.13808",
    "kind": "arxiv",
    "version": 2
  }
}